Literature DB >> 30519598

Tri-culture system for pro-hapten sensitizer identification and potency classification.

Serom Lee1, Talia Greenstein1, Lingting Shi1, Tim Maguire1, Rene Schloss1, Martin Yarmush1,2.   

Abstract

Allergic contact dermatitis (ACD) is an inflammatory disease that impacts 15-20% of the general population and accurate screening methods for chemical risk assessment are needed. However, most approaches poorly predict pre- and pro-hapten sensitizers, which require abiotic or metabolic conversion prior to inducing sensitization. We developed a tri-culture system comprised of MUTZ-3-derived Langerhans cells, HaCaT keratinocytes, and primary dermal fibroblasts to mimic the cellular and metabolic environments of skin sensitization. A panel of non-sensitizers and sensitizers was tested and the secretome was evaluated. A support vector machine (SVM) was used to identify the most predictive sensitization signature and classification trees identified statistical thresholds to predict sensitizer potency. The SVM computed 91% tri-culture prediction accuracy using the top 3 ranking biomarkers (IL-8, MIP-1β, and GM-CSF) and improved the detection of pre- and pro-haptens. This in vitro assay combined with in silico data analysis presents a promising approach and offers the possibility of multi-metric analysis for enhanced ACD sensitizer screening.

Entities:  

Keywords:  Classification Tree; IL-8; Pre- and Pro-hapten; Skin Sensitizer; Support Vector Machine; Tri-culture

Year:  2018        PMID: 30519598      PMCID: PMC6276108          DOI: 10.1142/S233954781850005X

Source DB:  PubMed          Journal:  Technology (Singap World Sci)


  40 in total

Review 1.  Skin sensitization, false positives and false negatives: experience with guinea pig assays.

Authors:  David A Basketter; Ian Kimber
Journal:  J Appl Toxicol       Date:  2010-07       Impact factor: 3.446

Review 2.  Hapten-protein binding: from theory to practical application in the in vitro prediction of skin sensitization.

Authors:  Maja Divkovic; Camilla K Pease; G Frank Gerberick; David A Basketter
Journal:  Contact Dermatitis       Date:  2005-10       Impact factor: 6.600

3.  CXCL8 secretion by dendritic cells predicts contact allergens from irritants.

Authors:  M J Toebak; P R Pohlmann; S C Sampat-Sardjoepersad; B M E von Blomberg; D P Bruynzeel; R J Scheper; T Rustemeyer; S Gibbs
Journal:  Toxicol In Vitro       Date:  2005-08-11       Impact factor: 3.500

4.  Predicting full thickness skin sensitization using a support vector machine.

Authors:  Serom Lee; David Xu Dong; Rohit Jindal; Tim Maguire; Bhaskar Mitra; Rene Schloss; Martin Yarmush
Journal:  Toxicol In Vitro       Date:  2014-07-12       Impact factor: 3.500

5.  Consensus of classification trees for skin sensitisation hazard prediction.

Authors:  D Asturiol; S Casati; A Worth
Journal:  Toxicol In Vitro       Date:  2016-07-22       Impact factor: 3.500

6.  Production of interleukin-8 by human dermal fibroblasts and keratinocytes in response to interleukin-1 or tumour necrosis factor.

Authors:  C G Larsen; A O Anderson; J J Oppenheim; K Matsushima
Journal:  Immunology       Date:  1989-09       Impact factor: 7.397

7.  MIP-1beta, a novel biomarker for in vitro sensitization test using human monocytic cell line.

Authors:  Morihiko Hirota; Osamu Moro
Journal:  Toxicol In Vitro       Date:  2005-11-28       Impact factor: 3.500

8.  Cytochrome P450-mediated activation of the fragrance compound geraniol forms potent contact allergens.

Authors:  Lina Hagvall; Jens Malte Baron; Anna Börje; Lars Weidolf; Hans Merk; Ann-Therese Karlberg
Journal:  Toxicol Appl Pharmacol       Date:  2008-09-10       Impact factor: 4.219

9.  Expression profiles of phases 1 and 2 metabolizing enzymes in human skin and the reconstructed skin models Episkin and full thickness model from Episkin.

Authors:  Van Luu-The; Daniel Duche; Corinne Ferraris; Jean-Roch Meunier; Jacques Leclaire; Fernand Labrie
Journal:  J Steroid Biochem Mol Biol       Date:  2009-05-29       Impact factor: 4.292

10.  The LLNA: A Brief Review of Recent Advances and Limitations.

Authors:  Stacey E Anderson; Paul D Siegel; B J Meade
Journal:  J Allergy (Cairo)       Date:  2011-06-16
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